{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "35a4f182f1f8098c",
   "metadata": {},
   "source": [
    "# CNN 网络识别手写图片\n",
    "本节属于 [PyTorch深度学习：深度神经网络（CNN）](https://www.bilibili.com/video/BV1vu4y1n77T) 的范畴，涉及到了卷积神经网络的相关内容。\n",
    "\n",
    "卷积神经网络（Convolutional Neural Networks, CNN）是一类包含卷积计算且具有深度结构的前馈神经网络（Feedforward Neural Networks），是深度学习（deep learning）的代表算法之一，它的出现是为了解决神经网络无法理解像素前后关系的问题，在 DNN 中我们识别手写文字是直接将 28*28 像素的图片铺展成一维，这样一来就出现了两个问题：\n",
    "- 第一个问题就是如果图片的像素很大，就要全部摊开，DNN 层级之间全连接就很多，会浪费算力资源。\n",
    "- 第二个问题就是网络无法发现像素之间的关系，因为图片被平铺为一维，无法确认所谓 “第一行” “第二行” 像素之间的关系，所以准确率就较为低下。\n",
    "\n",
    "本质上，卷积网络像是对原图片的内容进行二维或者多维的采样，让后对该采样进行处理，反复如此最后再进行平铺处理，再进行 DNN 全连接的操作。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "86712d748941dcf6",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-08-04T06:48:57.984578Z",
     "start_time": "2025-08-04T06:48:41.347240Z"
    }
   },
   "outputs": [],
   "source": [
    "import torch\n",
    "import torch.nn as nn\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "from matplotlib_inline import backend_inline\n",
    "\n",
    "# 数据集相关\n",
    "from torchvision import datasets, transforms\n",
    "from torch.utils.data import Dataset, DataLoader"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "1c31ca28012ec388",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-08-04T08:00:19.281465Z",
     "start_time": "2025-08-04T08:00:19.212770Z"
    }
   },
   "outputs": [],
   "source": [
    "# 转化为张量与归一化处理\n",
    "transform = transforms.Compose(  # 将多个图像变换操作组合在一起\n",
    "    [\n",
    "        transforms.ToTensor(),\n",
    "        transforms.Normalize((0.1307,), (0.3081,))\n",
    "    ]\n",
    ")\n",
    "\n",
    "# 下载训练集\n",
    "train_data = datasets.MNIST(\n",
    "    root='./datasets/mnist/',\n",
    "    train=True,\n",
    "    download=True,\n",
    "    transform=transform\n",
    ")\n",
    "test_data = datasets.MNIST(\n",
    "    root='./datasets/mnist/',\n",
    "    train=False,\n",
    "    download=True,\n",
    "    transform=transform\n",
    ")\n",
    "\n",
    "# 批次加载器\n",
    "train_loader = DataLoader(train_data, shuffle=True, batch_size=256)\n",
    "test_loader = DataLoader(test_data, shuffle=False, batch_size=256)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "e4aaab4720c7a566",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-08-04T06:53:20.678254Z",
     "start_time": "2025-08-04T06:53:20.670193Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 神经网络示意图\n",
    "from IPython.display import Image\n",
    "\n",
    "Image(filename='./images/LeNet 网络.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "993f5f3c939bf363",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-08-04T08:05:09.974306Z",
     "start_time": "2025-08-04T08:05:09.966928Z"
    }
   },
   "outputs": [],
   "source": [
    "# 构造神经网络\n",
    "class Net(nn.Module):\n",
    "    def __init__(self):\n",
    "        super(Net, self).__init__()\n",
    "        self.net = nn.Sequential(\n",
    "            nn.Conv2d(in_channels=1, out_channels=6, kernel_size=5, padding=2), nn.Tanh(),  # C1：卷积层\n",
    "            nn.AvgPool2d(kernel_size=2, stride=2),  # S2：平均池化\n",
    "            nn.Conv2d(in_channels=6, out_channels=16, kernel_size=5), nn.Tanh(),  # C3：卷积层\n",
    "            nn.AvgPool2d(kernel_size=2, stride=2),  # S4：平均池化\n",
    "            nn.Conv2d(in_channels=16, out_channels=120, kernel_size=5),  nn.Tanh(),  # C5：卷积层\n",
    "            nn.Flatten(),  # 摊平\n",
    "            nn.Linear(in_features=120, out_features=84), nn.Tanh(),  # F6：全链接层\n",
    "            nn.Linear(in_features=84, out_features=10),  # 输出层\n",
    "        )\n",
    "\n",
    "    def forward(self, x):\n",
    "        return self.net(x)"
   ]
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-08-04T09:48:46.309961Z",
     "start_time": "2025-08-04T09:48:46.200600Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 查看网络结构\n",
    "X = torch.rand(size= (1, 1, 28, 28))\n",
    "for layer in Net().net:\n",
    "    X = layer(X)\n",
    "    print(layer.__class__.__name__, 'output shape: \\t', X.shape)"
   ],
   "id": "7d4b58e1fab28b80",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Conv2d output shape: \t torch.Size([1, 6, 28, 28])\n",
      "Tanh output shape: \t torch.Size([1, 6, 28, 28])\n",
      "AvgPool2d output shape: \t torch.Size([1, 6, 14, 14])\n",
      "Conv2d output shape: \t torch.Size([1, 16, 10, 10])\n",
      "Tanh output shape: \t torch.Size([1, 16, 10, 10])\n",
      "AvgPool2d output shape: \t torch.Size([1, 16, 5, 5])\n",
      "Conv2d output shape: \t torch.Size([1, 120, 1, 1])\n",
      "Tanh output shape: \t torch.Size([1, 120, 1, 1])\n",
      "Flatten output shape: \t torch.Size([1, 120])\n",
      "Linear output shape: \t torch.Size([1, 84])\n",
      "Tanh output shape: \t torch.Size([1, 84])\n",
      "Linear output shape: \t torch.Size([1, 10])\n"
     ]
    }
   ],
   "execution_count": 24
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "93da0f9ca88c58dc",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-08-04T08:07:37.737505Z",
     "start_time": "2025-08-04T08:06:45.689696Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 初始化网络与训练器\n",
    "net = Net().to('cuda')\n",
    "\n",
    "learning_rate = 0.9\n",
    "loss_fn = nn.CrossEntropyLoss()  # 自带 softmax 激活函数\n",
    "\n",
    "optimizer = torch.optim.SGD(net.parameters(), lr=learning_rate)\n",
    "\n",
    "epochs = 5\n",
    "losses = []\n",
    "\n",
    "for epoch in range(epochs):\n",
    "    avg_loss = 0\n",
    "    times = 0\n",
    "    \n",
    "    for x, y in train_loader:\n",
    "        x = x.to('cuda')\n",
    "        y = y.to('cuda')\n",
    "        pred = net(x)\n",
    "        loss = loss_fn(pred, y)\n",
    "        avg_loss += loss.item()\n",
    "        times += 1\n",
    "        optimizer.zero_grad()\n",
    "        loss.backward()\n",
    "        optimizer.step()\n",
    "        \n",
    "    losses.append(avg_loss / times)\n",
    "\n",
    "Fig = plt.figure()\n",
    "plt.plot(range(epochs), losses)\n",
    "plt.ylabel('loss')\n",
    "plt.xlabel('epoch')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "51f47564-bb93-4b19-8c71-4e24c1aeff59",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "测试集精准度: 98.40999603271484 %\n"
     ]
    }
   ],
   "source": [
    "# 测试网络\n",
    "\n",
    "correct = 0 \n",
    "total = 0 \n",
    "\n",
    "with torch.no_grad():          \n",
    "    for (x, y) in test_loader:    \n",
    "        # 获取小批次的x与y \n",
    "        x, y = x.to('cuda:0'), y.to('cuda:0') \n",
    "        Pred = net(x)       \n",
    "        # 该局部关闭梯度计算功能 \n",
    "        # 一次前向传播（小批量） \n",
    "        _, predicted = torch.max(Pred.data, dim=1) \n",
    "        correct += torch.sum((predicted == y))\n",
    "        total += y.size(0)  \n",
    "    \n",
    "print(f'测试集精准度: {100 * correct/total} %')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "9890be620ca34018",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-08-04T08:08:53.797033Z",
     "start_time": "2025-08-04T08:08:53.659471Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "e3934bee0e56400eb7e09bed65c81d94",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "VBox(children=(FileUpload(value=(), accept='.png,.jpg,.jpeg', description='Upload'), HBox(children=(IntSlider(…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from tools.ipynb_draw import DrawCanvas\n",
    "from IPython.display import display\n",
    "from ipywidgets import Button\n",
    "from PIL import Image\n",
    "\n",
    "dc = DrawCanvas(width=58, height=58)\n",
    "\n",
    "callback_button = Button(description=\"识别\")\n",
    "\n",
    "def callback(_):\n",
    "    with dc.out:\n",
    "        try:\n",
    "            np_img = dc.canvas.get_image_data(width=58, height=58)\n",
    "            img = Image.fromarray(np_img)\n",
    "            transform = transforms.Compose([\n",
    "                transforms.Grayscale(),  # 如果是彩色图像转为灰度\n",
    "                transforms.Resize((28, 28)),  # 调整大小为28x28\n",
    "                transforms.ToTensor(),  # 转为张量并归一化到[0,1]\n",
    "                transforms.Normalize((0.1307,), (0.3081,))  # 标准化到[-1,1]\n",
    "            ])\n",
    "\n",
    "            # 对图像进行预处理\n",
    "            input_tensor = transform(img).unsqueeze(0).to('cuda')  # 添加batch维度 (1, 1, 28, 28)\n",
    "\n",
    "            # 3. 前向传播\n",
    "            with torch.no_grad():  # 不需要计算梯度\n",
    "                output = net(input_tensor)\n",
    "                prediction = torch.argmax(output, dim=1).item()  # 获取预测类别\n",
    "                print(prediction)\n",
    "        except BaseException as e:\n",
    "            print(str(e))\n",
    "\n",
    "callback_button.on_click(callback)\n",
    "\n",
    "\n",
    "layout = dc.get_layout()\n",
    "layout.children[1].children = layout.children[1].children + (callback_button,)\n",
    "display(layout)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
